Run some IPython ZMQ kernel in the background, without an interactive shell. You can connect to that kernel remotely via ZMQ.
Alternatives / related links:
IPython.embed_kernel in a background thread (example code). This has some issues (e.g. here; messing around with sys.stdout etc).
This code was introduced in this StackOverflow question, and also discussed in this IPython GitHub issue #8097, but it has become outdated, so this project provides a rewrite / updated code, and the goal was also an easy to install pip package.
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